Day 1 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295719
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 8 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)`	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 9 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 10 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -98.14844307)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32195 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:18:58.345626
Analysis finished	2022-12-20 08:20:51.019064
Duration	1 minute and 52.67 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295719
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45457.824

Minimum	0
Maximum	90909.778
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4537.6472
Q1	22727.738
median	45460.834
Q3	68177.907
95-th percentile	86361.607
Maximum	90909.778
Range	90909.778
Interquartile range (IQR)	45450.169

Descriptive statistics

Standard deviation	26242.178
Coefficient of variation (CV)	0.57728627
Kurtosis	-1.1995741
Mean	45457.824
Median Absolute Deviation (MAD)	22725.154
Skewness	-0.00041936424
Sum	1.3442742 × 10¹⁰
Variance	6.8865189 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60634.674	1	< 0.1%
60606.626	1	< 0.1%
60606.321	1	< 0.1%
60606.017	1	< 0.1%
60605.712	1	< 0.1%
60605.407	1	< 0.1%
60605.102	1	< 0.1%
60604.796	1	< 0.1%
60604.491	1	< 0.1%
Other values (295709)	295709	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.309	1	< 0.1%
0.618	1	< 0.1%
0.926	1	< 0.1%
1.234	1	< 0.1%
1.544	1	< 0.1%
1.854	1	< 0.1%
2.163	1	< 0.1%
2.472	1	< 0.1%
2.781	1	< 0.1%

Value	Count	Frequency (%)
90909.778	1	< 0.1%
90909.469	1	< 0.1%
90909.162	1	< 0.1%
90908.853	1	< 0.1%
90908.545	1	< 0.1%
90908.236	1	< 0.1%
90907.927	1	< 0.1%
90907.62	1	< 0.1%
90907.31	1	< 0.1%
90907.003	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	309
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9007864

Minimum	0
Maximum	20
Zeros	32195
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4292286
Coefficient of variation (CV)	0.64936545
Kurtosis	-1.2336219
Mean	9.9007864
Median Absolute Deviation (MAD)	6.67
Skewness	0.0093122168
Sum	2927850.7
Variance	41.33498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32195	10.9%
20	29316	9.9%
6.67	29281	9.9%
2.22	29268	9.9%
15.56	29260	9.9%
8.89	29248	9.9%
13.33	29215	9.9%
17.78	29214	9.9%
11.11	29214	9.9%
4.44	29207	9.9%
Other values (299)	301	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32195	10.9%
0.0622	1	< 0.1%
0.0889	1	< 0.1%
0.1576	1	< 0.1%
0.2131	1	< 0.1%
0.3289	1	< 0.1%
0.3441	1	< 0.1%
0.5333	1	< 0.1%
0.64	1	< 0.1%
0.8458	1	< 0.1%

Value	Count	Frequency (%)
20	29316	9.9%
19.8801	1	< 0.1%
19.7355	1	< 0.1%
19.6048	1	< 0.1%
19.4668	1	< 0.1%
19.203	1	< 0.1%
19.2	1	< 0.1%
19.1643	1	< 0.1%
18.8634	1	< 0.1%
18.5259	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	17262
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.966022

Minimum	17.5
Maximum	71.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	17.5
5-th percentile	23.1
Q1	36.17
median	46.67
Q3	55.33
95-th percentile	64.79
Maximum	71.96
Range	54.46
Interquartile range (IQR)	19.16

Descriptive statistics

Standard deviation	12.315889
Coefficient of variation (CV)	0.26793462
Kurtosis	-0.73048547
Mean	45.966022
Median Absolute Deviation (MAD)	9.43
Skewness	-0.20783257
Sum	13593026
Variance	151.68111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	3100	1.0%
36.17	2865	1.0%
30.73	2531	0.9%
52.29	2268	0.8%
52.81	2138	0.7%
41.4	2109	0.7%
22.55	1976	0.7%
32.91	1864	0.6%
48.69	1779	0.6%
37.76	1713	0.6%
Other values (17252)	273376	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.5	941	0.3%
17.5005	1	< 0.1%
17.5023	1	< 0.1%
17.5029	1	< 0.1%
17.5035	1	< 0.1%
17.5053	1	< 0.1%
17.5059	1	< 0.1%
17.5066	1	< 0.1%
17.5084	1	< 0.1%
17.509	1	< 0.1%

Value	Count	Frequency (%)
71.96	172	0.1%
71.8843	1	< 0.1%
71.8842	1	< 0.1%
71.863	1	< 0.1%
71.8165	1	< 0.1%
71.7405	1	< 0.1%
71.7358	1	< 0.1%
71.7147	1	< 0.1%
71.6677	1	< 0.1%
71.5972	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	5625
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.476381

Minimum	23.7184
Maximum	26.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	23.7184
5-th percentile	26.14
Q1	26.3
median	26.46
Q3	26.62
95-th percentile	26.82
Maximum	26.94
Range	3.2216
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.21164737
Coefficient of variation (CV)	0.0079938179
Kurtosis	-0.87060446
Mean	26.476381
Median Absolute Deviation (MAD)	0.16
Skewness	0.032809477
Sum	7829568.8
Variance	0.044794607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.22	28561	9.7%
26.38	25146	8.5%
26.58	24406	8.3%
26.46	21398	7.2%
26.78	20200	6.8%
26.54	18998	6.4%
26.7	16359	5.5%
26.62	16320	5.5%
26.42	15343	5.2%
26.14	13690	4.6%
Other values (5615)	95298	32.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.7184	1	< 0.1%
26.06	86	< 0.1%
26.0616	1	< 0.1%
26.0642	1	< 0.1%
26.0648	1	< 0.1%
26.0659	1	< 0.1%
26.0664	1	< 0.1%
26.071	1	< 0.1%
26.0717	1	< 0.1%
26.072	1	< 0.1%

Value	Count	Frequency (%)
26.94	175	0.1%
26.9386	1	< 0.1%
26.9376	1	< 0.1%
26.9374	1	< 0.1%
26.9372	1	< 0.1%
26.9361	1	< 0.1%
26.9351	1	< 0.1%
26.932	1	< 0.1%
26.9318	1	< 0.1%
26.9316	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11390
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94267

Minimum	0
Maximum	275.1803
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.751
Q1	239.8958
median	239.9729
Q3	240.0462
95-th percentile	240.183
Maximum	275.1803
Range	275.1803
Interquartile range (IQR)	0.1504

Descriptive statistics

Standard deviation	1.9474977
Coefficient of variation (CV)	0.0081165127
Kurtosis	11118.611
Mean	239.94267
Median Absolute Deviation (MAD)	0.0751
Skewness	-98.148443
Sum	70955606
Variance	3.7927473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.962	145	< 0.1%
239.9802	144	< 0.1%
240.0029	142	< 0.1%
239.9577	141	< 0.1%
239.9533	134	< 0.1%
239.9688	134	< 0.1%
239.9815	134	< 0.1%
239.9846	134	< 0.1%
239.9645	133	< 0.1%
239.9667	133	< 0.1%
Other values (11380)	294345	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	< 0.1%
0.1032	1	< 0.1%
0.252	1	< 0.1%
0.4003	1	< 0.1%
30.9756	1	< 0.1%
34.7289	1	< 0.1%
46.5131	1	< 0.1%
92.5243	1	< 0.1%
103.1225	1	< 0.1%
108.9746	1	< 0.1%

Value	Count	Frequency (%)
275.1803	1	< 0.1%
266.0523	1	< 0.1%
263.865	1	< 0.1%
263.2245	1	< 0.1%
260.0188	1	< 0.1%
259.6322	1	< 0.1%
258.3716	1	< 0.1%
255.6549	1	< 0.1%
255.469	1	< 0.1%
254.8473	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1721
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35529264

Minimum	0.199
Maximum	0.901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.199
5-th percentile	0.2
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.899
Maximum	0.901
Range	0.702
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28866321
Coefficient of variation (CV)	0.81246606
Kurtosis	-0.20685723
Mean	0.35529264
Median Absolute Deviation (MAD)	0
Skewness	1.3367007
Sum	105066.78
Variance	0.083326448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	163234	55.2%
0.899	26996	9.1%
0.201	9503	3.2%
0.898	5233	1.8%
0.202	2888	1.0%
0.2006	2641	0.9%
0.2002	2637	0.9%
0.2003	2589	0.9%
0.2004	2588	0.9%
0.2007	2584	0.9%
Other values (1711)	74826	25.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.199	758	0.3%
0.1991	1106	0.4%
0.1992	1025	0.3%
0.1993	1066	0.4%
0.1994	1095	0.4%
0.1995	1045	0.4%
0.1996	1007	0.3%
0.1997	1080	0.4%
0.1998	1043	0.4%
0.1999	1020	0.3%

Value	Count	Frequency (%)
0.901	2	< 0.1%
0.9009	3	< 0.1%
0.9008	2	< 0.1%
0.9007	2	< 0.1%
0.9006	3	< 0.1%
0.9005	4	< 0.1%
0.9004	2	< 0.1%
0.9002	2	< 0.1%
0.9001	1	< 0.1%
0.9	2515	0.9%

R1 (MOhm)
Real number (ℝ)

Distinct	8524
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.962249

Minimum	0.0315
Maximum	113.4868
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0315
5-th percentile	0.0781
Q1	0.4048
median	1.6441
Q3	25.1595
95-th percentile	65.4927
Maximum	113.4868
Range	113.4553
Interquartile range (IQR)	24.7547

Descriptive statistics

Standard deviation	22.368187
Coefficient of variation (CV)	1.4949749
Kurtosis	1.0716995
Mean	14.962249
Median Absolute Deviation (MAD)	1.5622
Skewness	1.4854498
Sum	4424621.4
Variance	500.3358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0943	709	0.2%
68.5571	696	0.2%
69.1448	687	0.2%
68.0747	677	0.2%
0.094	665	0.2%
0.0936	663	0.2%
0.0946	657	0.2%
0.0944	651	0.2%
0.0948	648	0.2%
67.0368	646	0.2%
Other values (8514)	289020	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0315	1	< 0.1%
0.0322	1	< 0.1%
0.0325	1	< 0.1%
0.0326	1	< 0.1%
0.0327	1	< 0.1%
0.0328	1	< 0.1%
0.0329	6	< 0.1%
0.0331	1	< 0.1%
0.0333	2	< 0.1%
0.0334	1	< 0.1%

Value	Count	Frequency (%)
113.4868	1	< 0.1%
111.9292	3	< 0.1%
110.6632	1	< 0.1%
109.181	4	< 0.1%
107.9756	9	< 0.1%
106.5634	12	< 0.1%
105.4143	29	< 0.1%
104.0673	18	< 0.1%
102.9706	28	< 0.1%
101.6844	38	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8257
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.396103

Minimum	0.056
Maximum	154.629
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.056
5-th percentile	0.1393
Q1	0.4841
median	1.3561
Q3	28.8601
95-th percentile	76.9383
Maximum	154.629
Range	154.573
Interquartile range (IQR)	28.376

Descriptive statistics

Standard deviation	26.648398
Coefficient of variation (CV)	1.5318602
Kurtosis	0.52237417
Mean	17.396103
Median Absolute Deviation (MAD)	1.2148
Skewness	1.3960421
Sum	5144358.1
Variance	710.13712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79.0683	1057	0.4%
75.6194	1033	0.3%
78.3034	1009	0.3%
74.3444	1000	0.3%
76.9383	996	0.3%
75.0345	993	0.3%
77.677	985	0.3%
80.5097	984	0.3%
79.7171	983	0.3%
76.3332	970	0.3%
Other values (8247)	285709	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.056	1	< 0.1%
0.0564	1	< 0.1%
0.0567	1	< 0.1%
0.057	1	< 0.1%
0.0573	1	< 0.1%
0.0574	1	< 0.1%
0.0576	1	< 0.1%
0.0579	1	< 0.1%
0.0581	1	< 0.1%
0.0587	1	< 0.1%

Value	Count	Frequency (%)
154.629	1	< 0.1%
142.5199	1	< 0.1%
140.0805	1	< 0.1%
122.8846	1	< 0.1%
119.5851	2	< 0.1%
116.4568	2	< 0.1%
114.818	3	< 0.1%
113.4868	2	< 0.1%
111.9292	7	< 0.1%
110.6632	13	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8241
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.23308

Minimum	0.054
Maximum	182.3433
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.054
5-th percentile	0.1121
Q1	0.5863
median	4.0554
Q3	45.0994
95-th percentile	81.51
Maximum	182.3433
Range	182.2893
Interquartile range (IQR)	44.5131

Descriptive statistics

Standard deviation	28.695365
Coefficient of variation (CV)	1.2906608
Kurtosis	-0.31676391
Mean	22.23308
Median Absolute Deviation (MAD)	3.9416
Skewness	1.0494963
Sum	6574744.1
Variance	823.424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.51	1130	0.4%
83.0507	1128	0.4%
85.3974	1109	0.4%
83.7703	1073	0.4%
84.6501	1072	0.4%
82.2033	1066	0.4%
80.6932	1065	0.4%
80.0247	1021	0.3%
78.592	993	0.3%
79.2369	981	0.3%
Other values (8231)	285081	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.054	1	< 0.1%
0.0563	2	< 0.1%
0.0564	1	< 0.1%
0.0566	1	< 0.1%
0.057	1	< 0.1%
0.0572	1	< 0.1%
0.0573	1	< 0.1%
0.0574	1	< 0.1%
0.0576	1	< 0.1%
0.0578	1	< 0.1%

Value	Count	Frequency (%)
182.3433	1	< 0.1%
165.1174	1	< 0.1%
156.6533	1	< 0.1%
151.3177	1	< 0.1%
129.2732	1	< 0.1%
123.6951	1	< 0.1%
114.1263	2	< 0.1%
112.8031	6	< 0.1%
111.2549	10	< 0.1%
109.9965	30	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7567
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.42967

Minimum	0.0402
Maximum	91.8226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0402
5-th percentile	0.1021
Q1	2.0683
median	18.5796
Q3	29.2098
95-th percentile	44.9368
Maximum	91.8226
Range	91.7824
Interquartile range (IQR)	27.1415

Descriptive statistics

Standard deviation	15.210454
Coefficient of variation (CV)	0.8253243
Kurtosis	-0.5933302
Mean	18.42967
Median Absolute Deviation (MAD)	13.0255
Skewness	0.43109156
Sum	5450003.6
Variance	231.35792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.4002	791	0.3%
28.8515	783	0.3%
29.4463	774	0.3%
29.9306	774	0.3%
27.8649	770	0.3%
29.2098	769	0.3%
28.9769	765	0.3%
28.7477	764	0.3%
33.1964	761	0.3%
27.1253	761	0.3%
Other values (7557)	288007	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0402	1	< 0.1%
0.0404	1	< 0.1%
0.0411	1	< 0.1%
0.0413	3	< 0.1%
0.0415	1	< 0.1%
0.0418	1	< 0.1%
0.0419	3	< 0.1%
0.042	3	< 0.1%
0.0421	3	< 0.1%
0.0422	1	< 0.1%

Value	Count	Frequency (%)
91.8226	1	< 0.1%
75.3221	2	< 0.1%
74.5089	1	< 0.1%
73.8444	4	< 0.1%
73.0622	3	< 0.1%
72.4229	10	< 0.1%
71.6701	8	< 0.1%
71.0545	24	< 0.1%
70.3295	24	< 0.1%
69.7363	24	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7913
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.054371

Minimum	0.0489
Maximum	124.1949
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0489
5-th percentile	0.1151
Q1	1.7852
median	32.317
Q3	50.562
95-th percentile	76.7838
Maximum	124.1949
Range	124.146
Interquartile range (IQR)	48.7768

Descriptive statistics

Standard deviation	26.675759
Coefficient of variation (CV)	0.85900175
Kurtosis	-0.96821217
Mean	31.054371
Median Absolute Deviation (MAD)	24.8857
Skewness	0.35223479
Sum	9183367.7
Variance	711.59613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.3116	1295	0.4%
46.7486	1288	0.4%
47.7793	1284	0.4%
45.7605	1274	0.4%
48.6068	1270	0.4%
47.2584	1253	0.4%
49.9804	1248	0.4%
47.0253	1248	0.4%
48.8555	1247	0.4%
48.0682	1231	0.4%
Other values (7903)	283081	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0489	1	< 0.1%
0.0492	1	< 0.1%
0.0497	1	< 0.1%
0.0499	1	< 0.1%
0.05	2	< 0.1%
0.0502	1	< 0.1%
0.0507	1	< 0.1%
0.0508	1	< 0.1%
0.051	1	< 0.1%
0.0513	3	< 0.1%

Value	Count	Frequency (%)
124.1949	1	< 0.1%
122.6378	2	< 0.1%
120.8197	10	< 0.1%
119.345	12	< 0.1%
117.6218	6	< 0.1%
116.223	12	< 0.1%
114.5874	14	< 0.1%
113.2589	14	< 0.1%
111.7044	29	< 0.1%
110.441	34	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7861
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.773424

Minimum	0.0485
Maximum	138.2019
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0485
5-th percentile	0.1244
Q1	1.5828
median	22.9903
Q3	49.6055
95-th percentile	78.4368
Maximum	138.2019
Range	138.1534
Interquartile range (IQR)	48.0227

Descriptive statistics

Standard deviation	27.238787
Coefficient of variation (CV)	0.9466648
Kurtosis	-0.86195025
Mean	28.773424
Median Absolute Deviation (MAD)	22.8494
Skewness	0.55940405
Sum	8508848
Variance	741.95154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.6055	1162	0.4%
79.9474	1150	0.4%
77.6364	1138	0.4%
47.8646	1133	0.4%
47.3106	1120	0.4%
48.4314	1120	0.4%
50.2138	1118	0.4%
45.9557	1110	0.4%
78.4368	1107	0.4%
50.4951	1106	0.4%
Other values (7851)	284455	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0485	1	< 0.1%
0.0486	1	< 0.1%
0.0497	1	< 0.1%
0.0508	1	< 0.1%
0.0509	1	< 0.1%
0.0513	1	< 0.1%
0.0516	1	< 0.1%
0.0521	1	< 0.1%
0.0524	2	< 0.1%
0.0526	1	< 0.1%

Value	Count	Frequency (%)
138.2019	1	< 0.1%
120.179	2	< 0.1%
118.6302	1	< 0.1%
116.8232	4	< 0.1%
115.3585	5	< 0.1%
113.6483	6	< 0.1%
112.2611	23	< 0.1%
110.6402	28	< 0.1%
109.3244	49	< 0.1%
107.7859	69	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7820
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.675358

Minimum	0.0534
Maximum	151.012
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0534
5-th percentile	0.1222
Q1	1.8844
median	31.4054
Q3	52.4174
95-th percentile	79.8631
Maximum	151.012
Range	150.9586
Interquartile range (IQR)	50.533

Descriptive statistics

Standard deviation	27.594177
Coefficient of variation (CV)	0.87115595
Kurtosis	-1.0184431
Mean	31.675358
Median Absolute Deviation (MAD)	25.7186
Skewness	0.3730344
Sum	9367005.3
Variance	761.43859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.2568	1313	0.4%
49.4202	1304	0.4%
50.8483	1294	0.4%
48.8606	1279	0.4%
48.3134	1279	0.4%
52.7077	1260	0.4%
49.6787	1259	0.4%
49.1134	1243	0.4%
51.1767	1238	0.4%
51.7898	1237	0.4%
Other values (7810)	283013	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0534	1	< 0.1%
0.0535	2	< 0.1%
0.0536	1	< 0.1%
0.0538	4	< 0.1%
0.0539	1	< 0.1%
0.054	1	< 0.1%
0.0541	2	< 0.1%
0.0543	1	< 0.1%
0.0545	2	< 0.1%
0.0547	1	< 0.1%

Value	Count	Frequency (%)
151.012	1	< 0.1%
116.9118	1	< 0.1%
115.5214	3	< 0.1%
113.8957	3	< 0.1%
112.5752	9	< 0.1%
111.0301	32	< 0.1%
109.7743	51	< 0.1%
108.304	78	< 0.1%
107.1083	95	< 0.1%
105.7075	116	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6283
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.705773

Minimum	0.033
Maximum	102.8265
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.0992
Q1	11.2915
median	25.8081
Q3	39.0413
95-th percentile	57.2171
Maximum	102.8265
Range	102.7935
Interquartile range (IQR)	27.7498

Descriptive statistics

Standard deviation	18.65203
Coefficient of variation (CV)	0.72559692
Kurtosis	-0.82269483
Mean	25.705773
Median Absolute Deviation (MAD)	13.4085
Skewness	0.13815236
Sum	7601685.5
Variance	347.89821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1002	1016	0.3%
43.2879	1001	0.3%
42.823	992	0.3%
43.982	990	0.3%
41.6828	990	0.3%
44.4719	978	0.3%
42.5736	974	0.3%
43.0331	972	0.3%
38.833	971	0.3%
0.1	964	0.3%
Other values (6273)	285871	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0333	1	< 0.1%
0.0338	3	< 0.1%
0.0339	1	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0347	2	< 0.1%
0.0348	3	< 0.1%
0.0349	2	< 0.1%
0.035	1	< 0.1%

Value	Count	Frequency (%)
102.8265	1	< 0.1%
94.5965	1	< 0.1%
89.3217	1	< 0.1%
87.4055	2	< 0.1%
84.7592	2	< 0.1%
83.8072	8	< 0.1%
83.03	3	< 0.1%
82.1159	3	< 0.1%
81.3692	10	< 0.1%
80.4907	9	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6218
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.29542

Minimum	0.0292
Maximum	84.9877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0292
5-th percentile	0.0967
Q1	8.3757
median	20.6641
Q3	32.7781
95-th percentile	49.053
Maximum	84.9877
Range	84.9585
Interquartile range (IQR)	24.4024

Descriptive statistics

Standard deviation	16.050916
Coefficient of variation (CV)	0.75372618
Kurtosis	-0.73337717
Mean	21.29542
Median Absolute Deviation (MAD)	12.114
Skewness	0.27707091
Sum	6297460.3
Variance	257.63189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0971	2899	1.0%
0.0972	2792	0.9%
0.0973	2702	0.9%
0.097	2549	0.9%
0.0975	2508	0.8%
0.0976	2417	0.8%
0.0977	2286	0.8%
0.0968	2282	0.8%
0.0967	1967	0.7%
0.0966	1936	0.7%
Other values (6208)	271381	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0292	1	< 0.1%
0.0294	1	< 0.1%
0.0296	1	< 0.1%
0.0297	1	< 0.1%
0.0299	4	< 0.1%
0.0301	1	< 0.1%
0.0302	3	< 0.1%
0.0304	5	< 0.1%
0.0306	4	< 0.1%
0.0307	3	< 0.1%

Value	Count	Frequency (%)
84.9877	1	< 0.1%
74.4511	1	< 0.1%
70.1491	2	< 0.1%
69.5143	7	< 0.1%
68.9939	5	< 0.1%
68.3795	5	< 0.1%
67.8757	10	< 0.1%
67.2807	17	< 0.1%
66.7926	20	< 0.1%
66.2161	30	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6458
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.224047

Minimum	0.0366
Maximum	134.999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0366
5-th percentile	0.1175
Q1	7.4485
median	23.1211
Q3	39.3194
95-th percentile	61.9071
Maximum	134.999
Range	134.9624
Interquartile range (IQR)	31.8709

Descriptive statistics

Standard deviation	20.22483
Coefficient of variation (CV)	0.80180751
Kurtosis	-0.69493906
Mean	25.224047
Median Absolute Deviation (MAD)	16.0349
Skewness	0.43444643
Sum	7459230
Variance	409.04376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1193	1934	0.7%
0.1195	1891	0.6%
0.1194	1867	0.6%
0.119	1845	0.6%
0.1191	1834	0.6%
0.1197	1763	0.6%
0.1198	1666	0.6%
0.1188	1659	0.6%
0.1199	1584	0.5%
0.1187	1505	0.5%
Other values (6448)	278171	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0366	1	< 0.1%
0.0368	3	< 0.1%
0.0372	2	< 0.1%
0.0373	1	< 0.1%
0.0374	2	< 0.1%
0.0375	1	< 0.1%
0.0379	2	< 0.1%
0.0384	1	< 0.1%
0.0385	1	< 0.1%
0.0386	1	< 0.1%

Value	Count	Frequency (%)
134.999	1	< 0.1%
114.1263	1	< 0.1%
104.7792	1	< 0.1%
93.6563	1	< 0.1%
90.6767	3	< 0.1%
89.8357	3	< 0.1%
88.8467	8	< 0.1%
88.0388	7	< 0.1%
87.0883	8	< 0.1%
86.3116	6	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6192
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.087685

Minimum	0.031
Maximum	108.8521
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.031
5-th percentile	0.1075
Q1	10.2553
median	26.8533
Q3	41.3344
95-th percentile	62.0947
Maximum	108.8521
Range	108.8211
Interquartile range (IQR)	31.0791

Descriptive statistics

Standard deviation	20.191156
Coefficient of variation (CV)	0.74539985
Kurtosis	-0.81259195
Mean	27.087685
Median Absolute Deviation (MAD)	14.8818
Skewness	0.218311
Sum	8010343
Variance	407.68279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1084	3013	1.0%
0.1085	2986	1.0%
0.1082	2978	1.0%
0.1081	2704	0.9%
0.1086	2586	0.9%
0.108	2452	0.8%
0.1078	2387	0.8%
0.1077	2006	0.7%
0.1088	1901	0.6%
0.1075	1708	0.6%
Other values (6182)	270998	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.031	1	< 0.1%
0.0315	1	< 0.1%
0.0316	2	< 0.1%
0.0317	2	< 0.1%
0.0319	2	< 0.1%
0.032	3	< 0.1%
0.0321	1	< 0.1%
0.0325	2	< 0.1%
0.0326	2	< 0.1%
0.0327	1	< 0.1%

Value	Count	Frequency (%)
108.8521	1	< 0.1%
96.936	1	< 0.1%
88.3056	1	< 0.1%
87.3522	1	< 0.1%
86.5731	8	< 0.1%
85.6562	14	< 0.1%
84.9067	29	< 0.1%
84.0241	34	< 0.1%
83.3024	34	< 0.1%
82.4524	32	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6281
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.833538

Minimum	0.0327
Maximum	90.2894
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.1071
Q1	9.3847
median	24.903
Q3	38.1166
95-th percentile	54.7785
Maximum	90.2894
Range	90.2567
Interquartile range (IQR)	28.7319

Descriptive statistics

Standard deviation	18.278996
Coefficient of variation (CV)	0.73606088
Kurtosis	-0.76863944
Mean	24.833538
Median Absolute Deviation (MAD)	13.7434
Skewness	0.17860848
Sum	7343749
Variance	334.12168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1082	1312	0.4%
0.1084	1310	0.4%
0.1086	1229	0.4%
0.1083	1216	0.4%
0.108	1214	0.4%
0.1087	1160	0.4%
0.1088	1156	0.4%
0.1091	1096	0.4%
0.1079	1084	0.4%
0.1093	1067	0.4%
Other values (6271)	283875	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	1	< 0.1%
0.033	2	< 0.1%
0.0331	1	< 0.1%
0.0335	2	< 0.1%
0.0336	1	< 0.1%
0.0337	3	< 0.1%
0.0338	3	< 0.1%
0.034	4	< 0.1%
0.0341	1	< 0.1%
0.0342	3	< 0.1%

Value	Count	Frequency (%)
90.2894	1	< 0.1%
84.1934	1	< 0.1%
83.4702	8	< 0.1%
82.6184	14	< 0.1%
81.9217	15	< 0.1%
81.1007	21	< 0.1%
80.4289	30	< 0.1%
79.6371	45	< 0.1%
78.9889	39	< 0.1%
78.2247	59	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6361
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.742677

Minimum	0.033
Maximum	75.4135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.1003
Q1	7.5149
median	20.6614
Q3	33.3976
95-th percentile	51.5801
Maximum	75.4135
Range	75.3805
Interquartile range (IQR)	25.8827

Descriptive statistics

Standard deviation	16.783496
Coefficient of variation (CV)	0.77191489
Kurtosis	-0.65978483
Mean	21.742677
Median Absolute Deviation (MAD)	12.8567
Skewness	0.35484716
Sum	6429722.6
Variance	281.68574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1022	1235	0.4%
0.1021	1184	0.4%
0.1019	1166	0.4%
0.1025	1141	0.4%
0.1018	1138	0.4%
0.1027	1128	0.4%
0.1023	1125	0.4%
0.1017	1104	0.4%
0.1026	1043	0.4%
0.1029	1041	0.4%
Other values (6351)	284414	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0342	2	< 0.1%
0.0343	2	< 0.1%
0.0344	2	< 0.1%
0.0345	2	< 0.1%
0.0346	2	< 0.1%
0.0348	3	< 0.1%
0.0349	1	< 0.1%
0.035	1	< 0.1%
0.0352	2	< 0.1%

Value	Count	Frequency (%)
75.4135	1	< 0.1%
74.7083	1	< 0.1%
74.1305	3	< 0.1%
73.4487	3	< 0.1%
72.8899	4	< 0.1%
72.2303	13	< 0.1%
71.6896	11	< 0.1%
71.0511	20	< 0.1%
70.5276	26	< 0.1%
69.9094	33	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6193
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.978418

Minimum	0.0314
Maximum	108.6633
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0314
5-th percentile	0.1064
Q1	9.4998
median	26.2795
Q3	43.4362
95-th percentile	66.8445
Maximum	108.6633
Range	108.6319
Interquartile range (IQR)	33.9364

Descriptive statistics

Standard deviation	21.642733
Coefficient of variation (CV)	0.77355098
Kurtosis	-0.88103446
Mean	27.978418
Median Absolute Deviation (MAD)	16.9736
Skewness	0.30567895
Sum	8273749.8
Variance	468.40788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1072	2628	0.9%
0.1074	2578	0.9%
0.1071	2480	0.8%
0.107	2313	0.8%
0.1075	2296	0.8%
0.1078	2260	0.8%
0.1077	2200	0.7%
0.1079	2168	0.7%
0.1069	2128	0.7%
0.1067	2119	0.7%
Other values (6183)	272549	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0314	1	< 0.1%
0.0319	1	< 0.1%
0.032	1	< 0.1%
0.0324	2	< 0.1%
0.0325	1	< 0.1%
0.0326	1	< 0.1%
0.0327	3	< 0.1%
0.0328	5	< 0.1%
0.0329	1	< 0.1%
0.033	8	< 0.1%

Value	Count	Frequency (%)
108.6633	1	< 0.1%
86.9716	1	< 0.1%
85.2654	4	< 0.1%
84.3623	2	< 0.1%
83.6241	7	< 0.1%
82.7549	15	< 0.1%
82.0441	26	< 0.1%
81.2069	35	< 0.1%
80.522	67	< 0.1%
79.7151	90	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	49.7534	23.7184	233.2737	0.8993	0.2231	0.6365	1.1493	0.8483	1.2534	1.4449	1.9906	1.3303	1.4480	1.9148	3.4651	5.2144	6.5806	8.6385
1	0.309	55.8400	26.6200	241.6323	0.2112	2.1314	5.3552	9.7569	6.3188	9.4472	10.5769	13.6317	21.9829	16.1902	24.2780	31.1014	34.7193	31.7505	41.9167
2	0.618	55.8400	26.6200	241.3888	0.2070	10.5318	22.5612	37.2635	17.7848	33.0704	36.3160	42.5746	49.7495	31.7533	57.7289	53.6275	56.9212	47.8255	62.9436
3	0.926	55.8400	26.6200	241.1461	0.2042	29.5749	49.5111	65.6318	26.1447	58.3847	67.5130	68.0064	59.2824	36.7821	66.0832	66.8349	66.9695	50.3730	64.8363
4	1.234	55.8400	26.6200	240.9121	0.2030	49.5111	67.0368	77.8317	27.9625	71.7732	79.9474	79.8631	62.5385	39.6271	68.1441	62.0947	49.4614	52.8453	66.8445
5	1.544	55.8400	26.6200	240.8361	0.2020	60.1083	74.3444	81.5100	29.7970	72.9643	83.1477	80.5302	58.0412	39.2482	65.0981	67.8697	63.5316	50.3730	63.3641
6	1.854	55.8400	26.6200	240.7602	0.2010	64.1020	74.3444	76.4748	28.1797	72.4181	78.4368	79.0768	59.7614	40.4067	64.1416	61.6173	60.5007	50.6424	66.2847
7	2.163	55.8400	26.6200	240.6845	0.2009	62.6869	71.3877	73.8965	27.6523	64.4007	69.7912	72.5239	55.6363	39.6271	62.7987	65.8307	56.5195	50.3730	64.3090
8	2.472	55.8400	26.6200	240.6624	0.2009	54.8336	67.0368	69.2228	27.4429	64.9211	63.9055	63.5872	54.0730	40.5881	64.1416	63.9090	53.0811	48.9146	63.3641
9	2.781	55.8400	26.6200	240.6519	0.2003	51.2600	64.5303	61.4312	25.6881	54.7235	57.2118	59.6255	55.6363	40.9928	61.9071	60.3791	52.7888	48.3640	62.4461

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295709	90907.003	62.3	26.58	0.1032	0.2	15.5764	9.0362	25.6946	19.3485	38.4192	39.2974	41.7456	62.5385	47.0753	60.5772	57.9038	53.0811	45.5628	67.8952
295710	90907.310	62.3	26.58	0.0000	0.2	12.7571	6.7393	22.0119	19.5038	41.3760	38.1863	41.1262	58.0412	47.6171	59.7462	64.3359	52.1567	44.3616	64.3090
295711	90907.620	62.3	26.58	0.0000	0.2	10.4892	5.0980	18.3914	18.9335	38.0783	38.3838	40.5595	58.4235	46.0272	61.0401	56.8068	51.8182	43.2606	63.8761
295712	90907.927	62.3	26.58	0.0000	0.2	8.4807	3.9415	15.2183	18.8782	38.9578	37.4791	40.7350	56.4158	46.0272	58.5052	57.5565	51.8182	43.9065	64.8363
295713	90908.236	62.3	26.58	0.0000	0.2	6.8391	3.1310	12.6164	18.4381	38.2635	37.4791	38.8829	53.3555	46.0272	61.0401	62.4980	53.0811	42.8272	64.3090
295714	90908.545	62.3	26.58	0.0000	0.2	5.5429	2.5713	10.3815	18.5796	36.4589	34.4549	38.3745	57.5888	45.7953	56.6351	56.4058	50.6129	43.0232	65.2822
295715	90908.853	62.3	26.58	0.0000	0.2	4.5527	2.1454	8.5494	18.0592	36.6290	34.0052	37.6964	51.9752	45.0239	58.9374	61.6173	50.9361	43.4604	63.8761
295716	90909.162	62.3	26.58	0.0000	0.2	3.7374	1.8492	7.1062	18.0087	36.0127	32.5056	37.1882	54.4724	45.0239	59.7462	57.1452	51.8182	42.5944	64.3090
295717	90909.469	62.3	26.58	0.0000	0.2	3.1197	1.6190	5.9138	17.6950	37.5930	30.5253	35.9328	51.9752	45.5201	57.7289	60.3791	50.3466	42.4022	62.0375
295718	90909.778	62.3	26.58	0.0000	0.2	2.6417	1.4409	4.9396	17.0448	35.1252	29.4024	35.2025	58.0412	43.1405	58.1498	56.0760	51.5393	41.9854	47.5339

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample